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profiling_bs1_pl1024/H100decode.pkl

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profiling_bs1_pl1024/H100prefill.pkl

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profiling_bs1_pl1024/MI300xdecode.pkl

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profiling_bs1_pl1024/MI300xprefill.pkl

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profiling_bs1_pl1024/decode_comparison.csv

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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,8.752717489220126,7.27695149430903,-1.4757659949110966
+Llama3RotaryEmbedding,1.8000202471177884,2.104369711457971,0.3043494643401825
+LogitsProcessor,4.964075664737471,4.514901920960399,-0.449173743777072
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+"QKVParallelLinear(weight=bfloat16[6144, 4096])",9.576314761464358,10.226939006282445,0.6506242448180863
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9357176888315397,5.175429327375672,2.239711638544132
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.04621376037593292,0.07626616238825962,0.030052402012326694
+"RowParallelLinear(weight=bfloat16[4096, 14336])",19.938635218431514,19.464116135902668,-0.4745190825288468
+"RowParallelLinear(weight=bfloat16[4096, 4096])",8.381148560652987,7.621727382262613,-0.7594211783903742
+Sampler,1.731400248341767,3.2102290660877353,1.4788288177459683
+SiluAndMul,4.0082858755763136,4.787734424960685,0.7794485493843712
+others,0.041180578552811514,0.07283538585257543,0.031654807299763915

profiling_bs1_pl1024/decode_comparison.pkl

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profiling_bs1_pl1024/prefill_comparison.csv

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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.315293851953808,16.011133629401503,10.695839777447695
+Llama3RotaryEmbedding,1.796983334944434,3.606864748181656,1.809881413237222
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.841601131933758,3.3789828271301117,0.5373816951963537
+"RowParallelLinear(weight=bfloat16[4096, 14336])",20.329310428897845,21.313634076253603,0.9843236473557582
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+SiluAndMul,6.179633746887224,3.1609146031265904,-3.0187191437606335
+others,0.045026702926414884,0.05639850957638423,0.011371806649969347
+vocab_embed_ops,0.128523071106005,0.10964898048974996,-0.018874090616255043

profiling_bs1_pl1024/prefill_comparison.pkl

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profiling_bs1_pl128/H100decode.pkl

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profiling_bs1_pl128/H100prefill.pkl

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profiling_bs1_pl128/MI300xdecode.pkl

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profiling_bs1_pl128/MI300xprefill.pkl

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profiling_bs1_pl128/decode_comparison.csv

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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,6.854378547570919,7.623201194795887,0.768822647224968
+Llama3RotaryEmbedding,1.81774562552658,2.1432639014771704,0.32551827595059035
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.0304211602626046,5.20425249178647,2.173831331523865
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.0468820505350108,0.07704894566333666,0.030166895128325856
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+others,0.042207035180003474,0.062457130042884695,0.02025009486288122

profiling_bs1_pl128/decode_comparison.pkl

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profiling_bs1_pl128/prefill_comparison.csv

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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.848365577953972,17.819456162737453,11.97109058478348
+Llama3RotaryEmbedding,1.7251192777954603,4.834478626995694,3.109359349200234
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9142125957824905,2.927573395252407,0.013360799469916529
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,,0.044807943956731024,
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+others,0.04454403836961201,0.0433479996002222,-0.0011960387693898053
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profiling_bs1_pl128/prefill_comparison.pkl

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profiling_bs1_pl1536/H100decode.pkl

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profiling_bs1_pl1536/H100prefill.pkl

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profiling_bs1_pl1536/MI300xdecode.pkl

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profiling_bs1_pl1536/MI300xprefill.pkl

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profiling_bs1_pl1536/decode_comparison.csv

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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,9.483617729518452,7.598486548526112,-1.8851311809923397
+Llama3RotaryEmbedding,1.6607296965324518,2.131330682616359,0.4706009860839073
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.078096889526124,5.296593831003937,2.2184969414778135
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.048401384462242354,0.07861138187206942,0.03020999740982707
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profiling_bs1_pl1536/decode_comparison.pkl

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profiling_bs1_pl1536/prefill_comparison.csv

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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.725389884282574,21.13655746796299,15.411167583680417
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.87586431034889,2.772191898445982,-0.10367241190290821
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profiling_bs1_pl1536/prefill_comparison.pkl

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profiling_bs1_pl2048/H100decode.pkl

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profiling_bs1_pl2048/H100prefill.pkl

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profiling_bs1_pl2048/MI300xdecode.pkl

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profiling_bs1_pl2048/MI300xprefill.pkl

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profiling_bs1_pl2048/decode_comparison.csv

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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,10.431836463519645,7.674151678857323,-2.757684784662321
+Llama3RotaryEmbedding,1.7333178765562836,2.1757345407444877,0.44241666418820413
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9514035528290163,5.235026143898585,2.2836225910695687
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profiling_bs1_pl2048/decode_comparison.pkl

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profiling_bs1_pl2048/prefill_comparison.csv

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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,6.595171438841731,26.09203557691796,19.49686413807623
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profiling_bs1_pl2048/prefill_comparison.pkl

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profiling_bs1_pl256/H100decode.pkl

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